来自杂志 Nature cancer 的文献。
当前共找到 4 篇文献分享。
1.
小W
(2023-04-30 23:21):
#paper doi: https://doi.org/10.1038/s43018-023-00533-y inferring early genetic progression in cancers with unobtainable premalignant disease. 作者基于原发肿瘤中亚克隆之间进化关系开发了 PhylogicNDT 方法,使用原发性肿瘤样本的外显子组测序数据来推断癌症的早期遗传进展。作者进行了以下分析,(1)PhylogicNDT 方法能够重现 HPV- HNSCC 的已知遗传进展(Califano 等人的HNSCC经验进展模型) ;(2)PhylogicNDT 方法能够揭示难以获得癌前组织的 HPV+ HNSCC 的癌前遗传进展;(3)比较了 PhylogicNDT 方法 HPV+ 和 HPV– 遗传进展差异;(4)不同驱动事件的进展时间。最后,作者讨论了他们的方法在癌症早期检测、干预和预后评估方面的潜在应用,并指出了一些局限性和未来的改进方向,如考虑肿瘤内空间异质性、增加更多类型的突变、改进突变特征等。
关于HPV+ HNSCC 的 一个观点:根据PhylogicNDT 方法结果提出
,驱动事件可能发生在诊断之前 25-35 年或更早, HPV 整合位点出现在肿瘤发展的早期,并在整个肿瘤发展过程中发生额外的整合,HPV 整合是 HPV+ 癌症发生的主要贡献者。
Abstract:
Analysis of premalignant tissue has identified the typical order of somatic events leading to invasive tumors in several cancer types. For other cancers, premalignant tissue is unobtainable, leaving genetic progression …
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Analysis of premalignant tissue has identified the typical order of somatic events leading to invasive tumors in several cancer types. For other cancers, premalignant tissue is unobtainable, leaving genetic progression unknown. Here, we demonstrate how to infer progression from exome sequencing of primary tumors. Our computational method, PhylogicNDT, recapitulated the previous experimentally determined genetic progression of human papillomavirus-negative (HPV) head and neck squamous cell carcinoma (HNSCC). We then evaluated HPV HNSCC, which lacks premalignant tissue, and uncovered its previously unknown progression, identifying early drivers. We converted relative timing estimates of driver mutations and HPV integration to years before diagnosis based on a clock-like mutational signature. We associated the timing of transitions to aneuploidy with increased intratumor genetic heterogeneity and shorter overall survival. Our approach can establish previously unknown early genetic progression of cancers with unobtainable premalignant tissue, supporting development of experimental models and methods for early detection, interception and prognostication.
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2.
吴增丁
(2022-04-29 16:29):
#paper https://doi.org/10.1038/s43018-022-00356-3
Cell type and gene expression deconvolution with BayesPrism enables Bayesian integrative analysis across bulk and single-cell RNA sequencing in oncology (2022)
最近为了能从bulkRNAseq数据中分析出肿瘤一致性,所以在找一款比较好用的cellar deconvolution的软件。这方面引用量最好的是CIBERSORT及CIBERSORTx,但是这两款软件存在显示的缺点是只能online分析,不能本地化部署。看到前几天(2022年4月25日)刚在Nature Cancer上发表的BayesPrism,它可以本地化部署且提供的源码,赶紧读一读且拿来了试用。
该软件采用了贝叶斯统计模型,利用已经对cell type/ cell states注释过的single cell data作为 Reference,实现了从bulk RNAseq中推断出不同肿瘤细胞的组成及比例,而且还估计除了不同cell type的gene expression。而且从文章自己展示的性能看,已经超过了CIBERSORT/CIBERSORTx/Bisque/MUSiC 了,并且在肿瘤细胞10%以上的样本中,得到的表达谱和真实表达谱相关性大于0.9。
Abstract:
Inferring single-cell compositions and their contributions to global gene expression changes from bulk RNA sequencing (RNA-seq) datasets is a major challenge in oncology. Here we develop Bayesian cell proportion reconstruction …
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Inferring single-cell compositions and their contributions to global gene expression changes from bulk RNA sequencing (RNA-seq) datasets is a major challenge in oncology. Here we develop Bayesian cell proportion reconstruction inferred using statistical marginalization (BayesPrism), a Bayesian method to predict cellular composition and gene expression in individual cell types from bulk RNA-seq, using patient-derived, scRNA-seq as prior information. We conduct integrative analyses in primary glioblastoma, head and neck squamous cell carcinoma and skin cutaneous melanoma to correlate cell type composition with clinical outcomes across tumor types, and explore spatial heterogeneity in malignant and nonmalignant cell states. We refine current cancer subtypes using gene expression annotation after exclusion of confounding nonmalignant cells. Finally, we identify genes whose expression in malignant cells correlates with macrophage infiltration, T cells, fibroblasts and endothelial cells across multiple tumor types. Our work introduces a new lens to accurately infer cellular composition and expression in large cohorts of bulk RNA-seq data.
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3.
小W
(2022-04-28 10:15):
#paper doi.org/10.1038/s43018-022-00352-7 Concurrent delivery of immune checkpoint blockade modulates T cell dynamics to enhance neoantigen vaccine-generated antitumor immunity Nat Cancer (2022). 一篇介绍新生抗原疫苗(ADP 依赖性葡糖激酶突变的 9 聚体 (ADPGK))和免疫检查点抑制剂联合治疗的文章。作者通过对 MC38 模型进行新抗原疫苗接种、抗 PD-L1 治疗和联合治疗期间 DLN 和肿瘤组织中的 T 细胞进行了单细胞 RNA 测序 (scRNA-seq)。通过聚类表征,对簇间 TCR 的相似性 、克隆共享迁移分数、T 细胞进化轨迹、迁移抑制等分析跟踪 TME 的时空状态转换,1.验证了联合治疗通过对 TME 诱导 防止 Teff 细胞向终末耗竭 T 细胞的转变,以及 来自 DLN 的新浸润新抗原特异 T 细胞迁移对促进持久的免疫反应至关重要2.另一种 MC38 表位特异的 T 细胞百分比在联合治疗后也显着增加,Teff 细胞可能在原始肿瘤抗原初始引发后经历表位扩散。3.使用 IFN-γ 途径中的三个基因:Ifngr1、Zfp36l2 和 Gimap4 和两个趋化因子相关基因(Ccl5 和CXCR3) 刻画 MC38 癌症模型 ADPGK 新抗原特异性 T 细胞 (CAST) 评分,ICB 治疗增加了四分之三患者的 CAST 评分, ICB 在扩大 TME 中抗原特异性 T 细胞中的作用。作者分析使用了 10d 和 20d 的时间点的测序数据,从本文来看其分析和模型还是受到 小鼠模型 、疫苗特异性 、 临床数据 、时间梯度 的局限性。
免疫检查点阻断剂的同时递送可调节 T 细胞动力学,以增强新抗原疫苗产生的抗肿瘤免疫力
Abstract:
Neoantigen vaccines aiming to induce tumor-specific T cell responses have achieved promising antitumor effects in early clinical trials. However, the underlying mechanism regarding response or resistance to this treatment is …
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Neoantigen vaccines aiming to induce tumor-specific T cell responses have achieved promising antitumor effects in early clinical trials. However, the underlying mechanism regarding response or resistance to this treatment is unclear. Here we observe that neoantigen vaccine-generated T cells can synergize with the immune checkpoint blockade for effective tumor control. Specifically, we performed single-cell sequencing on over 100,000 T cells and uncovered that combined therapy induces an antigen-specific CD8 T cell population with active chemokine signaling (Cxcr3/Ccl5), lower co-inhibitory receptor expression (Lag3/Havcr2) and higher cytotoxicity (Fasl/Gzma). Furthermore, generation of neoantigen-specific T cells in the draining lymph node is required for combination treatment. Signature genes of this unique population are associated with T cell clonal frequency and better survival in humans. Our study profiles the dynamics of tumor-infiltrating T cells during neoantigen vaccine and immune checkpoint blockade treatments and high-dimensionally identifies neoantigen-reactive T cell signatures for future development of therapeutic strategies.
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旨在诱导肿瘤特异性T细胞反应的新抗原疫苗在早期临床试验中取得了有希望的抗肿瘤效果。然而,关于对这种治疗的反应或耐药的潜在机制尚不清楚。在这里,我们观察到新抗原疫苗产生的T细胞可以与免疫检查点阻断协同作用,从而有效控制肿瘤。具体来说,我们对超过 100,000 个 T 细胞进行了单细胞测序,发现联合疗法诱导抗原特异性 CD8 T 细胞群,具有活性趋化因子信号传导 (Cxcr3/Ccl5)、较低的共抑制受体表达 (Lag3/Havcr2) 和更高的细胞毒性 (Fasl/Gzma)。此外,联合治疗需要在引流淋巴结中产生新抗原特异性 T 细胞。这个独特群体的特征基因与T细胞克隆频率和人类更好的存活率有关。我们的研究描绘了新抗原疫苗和免疫检查点阻断治疗过程中肿瘤浸润 T 细胞的动力学,并高维识别新抗原反应性 T 细胞特征,用于未来治疗策略的开发。
4.
思考问题的熊
(2022-02-27 22:55):
#paper 深夜文献安利
简要解读
https://kaopubear.top/blog/2022-02-27-do-clinical-decisions/
通过阅读这篇文献,你一方面可以了解目前的生物标志物物相关高频基因和高频突变位点(有附件可下载),另一方面可以了解临床决策的基本逻辑和重要数据库,最后还能获得一个即刻可用的在线突变注释工具MTPB
Tamborero, D., Dienstmann, R., Rachid, M.H. et al. The Molecular Tumor Board Portal supports clinical decisions and automated reporting for precision oncology. Nat Cancer 3, 251–261 (2022). https://doi.org/10.1038/s43018-022-00332-x
Abstract:
There is a growing need for systems that efficiently support the work of medical teams at the precision-oncology point of care. Here, we present the implementation of the Molecular Tumor …
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There is a growing need for systems that efficiently support the work of medical teams at the precision-oncology point of care. Here, we present the implementation of the Molecular Tumor Board Portal (MTBP), an academic clinical decision support system developed under the umbrella of Cancer Core Europe that creates a unified legal, scientific and technological platform to share and harness next-generation sequencing data. Automating the interpretation and reporting of sequencing results decrease the need for time-consuming manual procedures that are prone to errors. The adoption of an expert-agreed process to systematically link tumor molecular profiles with clinical actions promotes consistent decision-making and structured data capture across the connected centers. The use of information-rich patient reports with interactive content facilitates collaborative discussion of complex cases during virtual molecular tumor board meetings. Overall, streamlined digital systems like the MTBP are crucial to better address the challenges brought by precision oncology and accelerate the use of emerging biomarkers.
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